A copula-based approach for estimating the survival functions of two alternating recurrent events

被引:5
作者
Chatterjee, Moumita
Sen Roy, Sugata
机构
关键词
Alternating recurrent event; bivariate copula; survival times; FAILURE TIME DATA; NONPARAMETRIC-ESTIMATION; REGRESSION-ANALYSIS; CYSTIC-FIBROSIS; CENSORED-DATA; DISTRIBUTIONS; MODELS; EXACERBATIONS;
D O I
10.1080/00949655.2018.1499741
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we study the survival times of alternately occurring events. The dependence between the times to the two events is modelled through the Archimedean copula, while the dependence over the recurring cycles is modelled through a functional relationship of the distribution parameters. Taking account of appropriate censoring that may be present in the data, the model parameters are estimated using the maximum likelihood method. The standard errors of the estimators are then derived and confidence belts for the survival functions constructed. Methods for choosing the appropriate copula are also discussed. The results are illustrated through a clinical trial data on patients suffering from cystic fibrosis. A simulation study is also done to corroborate the results.
引用
收藏
页码:3098 / 3115
页数:18
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